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<li><a href="./">Road to Machine Learning</a></li>

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<li class="chapter" data-level="1" data-path="index.html"><a href="index.html"><i class="fa fa-check"></i><b>1</b> 机器学习入门指南（极简版）</a><ul>
<li class="chapter" data-level="1.1" data-path="index.html"><a href="index.html#python"><i class="fa fa-check"></i><b>1.1</b> Python</a><ul>
<li class="chapter" data-level="1.1.1" data-path="index.html"><a href="index.html#python书"><i class="fa fa-check"></i><b>1.1.1</b> Python——书</a></li>
<li class="chapter" data-level="1.1.2" data-path="index.html"><a href="index.html#python教程"><i class="fa fa-check"></i><b>1.1.2</b> Python——教程</a></li>
<li class="chapter" data-level="1.1.3" data-path="index.html"><a href="index.html#python视频"><i class="fa fa-check"></i><b>1.1.3</b> Python——视频</a></li>
</ul></li>
<li class="chapter" data-level="1.2" data-path="index.html"><a href="index.html#机器学习"><i class="fa fa-check"></i><b>1.2</b> 机器学习</a><ul>
<li class="chapter" data-level="1.2.1" data-path="index.html"><a href="index.html#机器学习书"><i class="fa fa-check"></i><b>1.2.1</b> 机器学习——书</a></li>
<li class="chapter" data-level="1.2.2" data-path="index.html"><a href="index.html#机器学习教程"><i class="fa fa-check"></i><b>1.2.2</b> 机器学习——教程</a></li>
<li class="chapter" data-level="1.2.3" data-path="index.html"><a href="index.html#机器学习视频"><i class="fa fa-check"></i><b>1.2.3</b> 机器学习——视频</a></li>
<li class="chapter" data-level="1.2.4" data-path="index.html"><a href="index.html#机器学习数学基础"><i class="fa fa-check"></i><b>1.2.4</b> 机器学习——数学基础</a></li>
</ul></li>
<li class="chapter" data-level="1.3" data-path="index.html"><a href="index.html#一些经验和建议"><i class="fa fa-check"></i><b>1.3</b> 一些经验和建议</a></li>
</ul></li>
<li class="chapter" data-level="2" data-path="python基础.html"><a href="python基础.html"><i class="fa fa-check"></i><b>2</b> Python基础</a><ul>
<li class="chapter" data-level="2.1" data-path="python基础.html"><a href="python基础.html#python-1"><i class="fa fa-check"></i><b>2.1</b> Python</a><ul>
<li class="chapter" data-level="2.1.1" data-path="python基础.html"><a href="python基础.html#python学习教程"><i class="fa fa-check"></i><b>2.1.1</b> Python学习教程</a></li>
<li class="chapter" data-level="2.1.2" data-path="python基础.html"><a href="python基础.html#python学习方法"><i class="fa fa-check"></i><b>2.1.2</b> Python学习方法</a></li>
<li class="chapter" data-level="2.1.3" data-path="python基础.html"><a href="python基础.html#python基础系列"><i class="fa fa-check"></i><b>2.1.3</b> Python基础系列</a></li>
<li class="chapter" data-level="2.1.4" data-path="python基础.html"><a href="python基础.html#python库"><i class="fa fa-check"></i><b>2.1.4</b> Python库</a></li>
</ul></li>
<li class="chapter" data-level="2.2" data-path="python基础.html"><a href="python基础.html#numpy"><i class="fa fa-check"></i><b>2.2</b> Numpy</a></li>
<li class="chapter" data-level="2.3" data-path="python基础.html"><a href="python基础.html#pandas"><i class="fa fa-check"></i><b>2.3</b> Pandas</a></li>
<li class="chapter" data-level="2.4" data-path="python基础.html"><a href="python基础.html#matplotlib"><i class="fa fa-check"></i><b>2.4</b> Matplotlib</a></li>
<li class="chapter" data-level="2.5" data-path="python基础.html"><a href="python基础.html#python数据可视化"><i class="fa fa-check"></i><b>2.5</b> Python数据可视化</a></li>
<li class="chapter" data-level="2.6" data-path="python基础.html"><a href="python基础.html#环境和ide"><i class="fa fa-check"></i><b>2.6</b> 环境和IDE</a><ul>
<li class="chapter" data-level="2.6.1" data-path="python基础.html"><a href="python基础.html#如何选择ide"><i class="fa fa-check"></i><b>2.6.1</b> 如何选择IDE</a></li>
<li class="chapter" data-level="2.6.2" data-path="python基础.html"><a href="python基础.html#pycharm"><i class="fa fa-check"></i><b>2.6.2</b> PyCharm</a></li>
<li class="chapter" data-level="2.6.3" data-path="python基础.html"><a href="python基础.html#vscode"><i class="fa fa-check"></i><b>2.6.3</b> VSCode</a></li>
<li class="chapter" data-level="2.6.4" data-path="python基础.html"><a href="python基础.html#spyderjupyter"><i class="fa fa-check"></i><b>2.6.4</b> Spyder&amp;Jupyter</a></li>
</ul></li>
<li class="chapter" data-level="2.7" data-path="python基础.html"><a href="python基础.html#如何阅读-python-开源项目代码"><i class="fa fa-check"></i><b>2.7</b> 如何阅读 Python 开源项目代码?</a></li>
<li class="chapter" data-level="2.8" data-path="python基础.html"><a href="python基础.html#其他待分类"><i class="fa fa-check"></i><b>2.8</b> 其他（待分类）</a></li>
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<li class="chapter" data-level="3" data-path="数学基础.html"><a href="数学基础.html"><i class="fa fa-check"></i><b>3</b> 数学基础</a><ul>
<li class="chapter" data-level="3.1" data-path="数学基础.html"><a href="数学基础.html#数学学习误区"><i class="fa fa-check"></i><b>3.1</b> 数学学习误区</a></li>
<li class="chapter" data-level="3.2" data-path="数学基础.html"><a href="数学基础.html#机器学习与数学"><i class="fa fa-check"></i><b>3.2</b> 机器学习与数学</a></li>
<li class="chapter" data-level="3.3" data-path="数学基础.html"><a href="数学基础.html#统计学"><i class="fa fa-check"></i><b>3.3</b> 统计学</a></li>
<li class="chapter" data-level="3.4" data-path="数学基础.html"><a href="数学基础.html#概率论"><i class="fa fa-check"></i><b>3.4</b> 概率论</a></li>
<li class="chapter" data-level="3.5" data-path="数学基础.html"><a href="数学基础.html#微积分"><i class="fa fa-check"></i><b>3.5</b> 微积分</a></li>
<li class="chapter" data-level="3.6" data-path="数学基础.html"><a href="数学基础.html#线性代数"><i class="fa fa-check"></i><b>3.6</b> 线性代数</a></li>
<li class="chapter" data-level="3.7" data-path="数学基础.html"><a href="数学基础.html#优化"><i class="fa fa-check"></i><b>3.7</b> 优化</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="机器学习基础.html"><a href="机器学习基础.html"><i class="fa fa-check"></i><b>4</b> 机器学习基础</a><ul>
<li class="chapter" data-level="4.1" data-path="机器学习基础.html"><a href="机器学习基础.html#机器学习总览"><i class="fa fa-check"></i><b>4.1</b> 机器学习总览</a></li>
<li class="chapter" data-level="4.2" data-path="机器学习基础.html"><a href="机器学习基础.html#机器学习的局限"><i class="fa fa-check"></i><b>4.2</b> 机器学习的局限</a></li>
<li class="chapter" data-level="4.3" data-path="机器学习基础.html"><a href="机器学习基础.html#数据清理和格式化"><i class="fa fa-check"></i><b>4.3</b> 数据清理和格式化</a></li>
<li class="chapter" data-level="4.4" data-path="机器学习基础.html"><a href="机器学习基础.html#探索性数据分析"><i class="fa fa-check"></i><b>4.4</b> 探索性数据分析</a></li>
<li class="chapter" data-level="4.5" data-path="机器学习基础.html"><a href="机器学习基础.html#特征工程和特征选择"><i class="fa fa-check"></i><b>4.5</b> 特征工程和特征选择</a></li>
<li class="chapter" data-level="4.6" data-path="机器学习基础.html"><a href="机器学习基础.html#性能指标"><i class="fa fa-check"></i><b>4.6</b> 性能指标</a></li>
<li class="chapter" data-level="4.7" data-path="机器学习基础.html"><a href="机器学习基础.html#优化方法"><i class="fa fa-check"></i><b>4.7</b> 优化方法</a></li>
<li class="chapter" data-level="4.8" data-path="机器学习基础.html"><a href="机器学习基础.html#超参数调整"><i class="fa fa-check"></i><b>4.8</b> 超参数调整</a></li>
<li class="chapter" data-level="4.9" data-path="机器学习基础.html"><a href="机器学习基础.html#评估最佳模型"><i class="fa fa-check"></i><b>4.9</b> 评估最佳模型</a></li>
<li class="chapter" data-level="4.10" data-path="机器学习基础.html"><a href="机器学习基础.html#机器学习资源推荐"><i class="fa fa-check"></i><b>4.10</b> 机器学习资源推荐</a></li>
<li class="chapter" data-level="4.11" data-path="机器学习基础.html"><a href="机器学习基础.html#面试竞赛经验"><i class="fa fa-check"></i><b>4.11</b> 面试&amp;竞赛经验</a></li>
<li class="chapter" data-level="4.12" data-path="机器学习基础.html"><a href="机器学习基础.html#机器学习的书怎么读"><i class="fa fa-check"></i><b>4.12</b> 机器学习的书怎么读？</a><ul>
<li class="chapter" data-level="4.12.1" data-path="机器学习基础.html"><a href="机器学习基础.html#统计学习方法"><i class="fa fa-check"></i><b>4.12.1</b> 统计学习方法</a></li>
<li class="chapter" data-level="4.12.2" data-path="机器学习基础.html"><a href="机器学习基础.html#西瓜书"><i class="fa fa-check"></i><b>4.12.2</b> 西瓜书</a></li>
</ul></li>
<li class="chapter" data-level="4.13" data-path="机器学习基础.html"><a href="机器学习基础.html#机器学习工具"><i class="fa fa-check"></i><b>4.13</b> 机器学习工具</a></li>
<li class="chapter" data-level="4.14" data-path="机器学习基础.html"><a href="机器学习基础.html#其他"><i class="fa fa-check"></i><b>4.14</b> 其他</a></li>
</ul></li>
<li class="chapter" data-level="5" data-path="机器学习模型.html"><a href="机器学习模型.html"><i class="fa fa-check"></i><b>5</b> 机器学习模型</a><ul>
<li class="chapter" data-level="5.1" data-path="机器学习模型.html"><a href="机器学习模型.html#掌握机器学习算法的三重境界"><i class="fa fa-check"></i><b>5.1</b> 掌握机器学习算法的三重境界</a></li>
<li class="chapter" data-level="5.2" data-path="机器学习模型.html"><a href="机器学习模型.html#天搞定机器学习系统连载中"><i class="fa fa-check"></i><b>5.2</b> 100天搞定机器学习系统（连载中）</a></li>
<li class="chapter" data-level="5.3" data-path="机器学习模型.html"><a href="机器学习模型.html#回归"><i class="fa fa-check"></i><b>5.3</b> 回归</a></li>
<li class="chapter" data-level="5.4" data-path="机器学习模型.html"><a href="机器学习模型.html#逻辑回归"><i class="fa fa-check"></i><b>5.4</b> 逻辑回归</a></li>
<li class="chapter" data-level="5.5" data-path="机器学习模型.html"><a href="机器学习模型.html#决策树"><i class="fa fa-check"></i><b>5.5</b> 决策树</a></li>
<li class="chapter" data-level="5.6" data-path="机器学习模型.html"><a href="机器学习模型.html#主成分分析"><i class="fa fa-check"></i><b>5.6</b> 主成分分析</a></li>
<li class="chapter" data-level="5.7" data-path="机器学习模型.html"><a href="机器学习模型.html#随机森林"><i class="fa fa-check"></i><b>5.7</b> 随机森林</a></li>
<li class="chapter" data-level="5.8" data-path="机器学习模型.html"><a href="机器学习模型.html#xgboost"><i class="fa fa-check"></i><b>5.8</b> XGBoost</a></li>
<li class="chapter" data-level="5.9" data-path="机器学习模型.html"><a href="机器学习模型.html#聚类"><i class="fa fa-check"></i><b>5.9</b> 聚类</a></li>
<li class="chapter" data-level="5.10" data-path="机器学习模型.html"><a href="机器学习模型.html#贝叶斯"><i class="fa fa-check"></i><b>5.10</b> 贝叶斯</a></li>
<li class="chapter" data-level="5.11" data-path="机器学习模型.html"><a href="机器学习模型.html#svm"><i class="fa fa-check"></i><b>5.11</b> SVM</a></li>
<li class="chapter" data-level="5.12" data-path="机器学习模型.html"><a href="机器学习模型.html#降维"><i class="fa fa-check"></i><b>5.12</b> 降维</a></li>
<li class="chapter" data-level="5.13" data-path="机器学习模型.html"><a href="机器学习模型.html#其他-1"><i class="fa fa-check"></i><b>5.13</b> 其他</a></li>
<li class="chapter" data-level="5.14" data-path="机器学习模型.html"><a href="机器学习模型.html#学习方法"><i class="fa fa-check"></i><b>5.14</b> 学习方法</a></li>
</ul></li>
<li class="chapter" data-level="6" data-path="机器学习项目实战.html"><a href="机器学习项目实战.html"><i class="fa fa-check"></i><b>6</b> 机器学习项目实战</a><ul>
<li class="chapter" data-level="6.1" data-path="机器学习项目实战.html"><a href="机器学习项目实战.html#数据分析篇"><i class="fa fa-check"></i><b>6.1</b> 数据分析篇</a></li>
<li class="chapter" data-level="6.2" data-path="机器学习项目实战.html"><a href="机器学习项目实战.html#机器学习篇"><i class="fa fa-check"></i><b>6.2</b> 机器学习篇</a></li>
<li class="chapter" data-level="6.3" data-path="机器学习项目实战.html"><a href="机器学习项目实战.html#深度学习"><i class="fa fa-check"></i><b>6.3</b> 深度学习</a></li>
<li class="chapter" data-level="6.4" data-path="机器学习项目实战.html"><a href="机器学习项目实战.html#其他-2"><i class="fa fa-check"></i><b>6.4</b> 其他</a></li>
</ul></li>
<li class="chapter" data-level="7" data-path="深度学习基础.html"><a href="深度学习基础.html"><i class="fa fa-check"></i><b>7</b> 深度学习基础</a><ul>
<li class="chapter" data-level="7.1" data-path="深度学习基础.html"><a href="深度学习基础.html#入门教程"><i class="fa fa-check"></i><b>7.1</b> 入门教程</a></li>
<li class="chapter" data-level="7.2" data-path="深度学习基础.html"><a href="深度学习基础.html#神经网络"><i class="fa fa-check"></i><b>7.2</b> 神经网络</a></li>
<li class="chapter" data-level="7.3" data-path="深度学习基础.html"><a href="深度学习基础.html#深度学习-1"><i class="fa fa-check"></i><b>7.3</b> 深度学习</a></li>
<li class="chapter" data-level="7.4" data-path="深度学习基础.html"><a href="深度学习基础.html#资源推荐"><i class="fa fa-check"></i><b>7.4</b> 资源推荐</a></li>
<li class="chapter" data-level="7.5" data-path="深度学习基础.html"><a href="深度学习基础.html#其他-3"><i class="fa fa-check"></i><b>7.5</b> 其他</a></li>
</ul></li>
<li class="chapter" data-level="8" data-path="工具和框架篇.html"><a href="工具和框架篇.html"><i class="fa fa-check"></i><b>8</b> 工具和框架篇</a><ul>
<li class="chapter" data-level="8.1" data-path="工具和框架篇.html"><a href="工具和框架篇.html#常见框架"><i class="fa fa-check"></i><b>8.1</b> 常见框架</a></li>
<li class="chapter" data-level="8.2" data-path="工具和框架篇.html"><a href="工具和框架篇.html#sklearn"><i class="fa fa-check"></i><b>8.2</b> sklearn</a><ul>
<li class="chapter" data-level="8.2.1" data-path="工具和框架篇.html"><a href="工具和框架篇.html#如何正确地实用sklearn"><i class="fa fa-check"></i><b>8.2.1</b> 如何正确地实用sklearn</a></li>
<li class="chapter" data-level="8.2.2" data-path="工具和框架篇.html"><a href="工具和框架篇.html#sklearn入门及技巧篇"><i class="fa fa-check"></i><b>8.2.2</b> sklearn入门及技巧篇</a></li>
</ul></li>
<li class="chapter" data-level="8.3" data-path="工具和框架篇.html"><a href="工具和框架篇.html#tensorflow-vs-pytorch"><i class="fa fa-check"></i><b>8.3</b> TensorFlow VS PyTorch</a><ul>
<li class="chapter" data-level="8.3.1" data-path="工具和框架篇.html"><a href="工具和框架篇.html#安装问题"><i class="fa fa-check"></i><b>8.3.1</b> 安装问题</a></li>
</ul></li>
<li class="chapter" data-level="8.4" data-path="工具和框架篇.html"><a href="工具和框架篇.html#tensorflow"><i class="fa fa-check"></i><b>8.4</b> Tensorflow</a></li>
<li class="chapter" data-level="8.5" data-path="工具和框架篇.html"><a href="工具和框架篇.html#pytorch"><i class="fa fa-check"></i><b>8.5</b> Pytorch</a><ul>
<li class="chapter" data-level="8.5.1" data-path="工具和框架篇.html"><a href="工具和框架篇.html#pytorch教程"><i class="fa fa-check"></i><b>8.5.1</b> Pytorch教程</a></li>
<li class="chapter" data-level="8.5.2" data-path="工具和框架篇.html"><a href="工具和框架篇.html#pytorch安装与使用"><i class="fa fa-check"></i><b>8.5.2</b> Pytorch安装与使用</a></li>
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<li class="chapter" data-level="8.6" data-path="工具和框架篇.html"><a href="工具和框架篇.html#其他-4"><i class="fa fa-check"></i><b>8.6</b> 其他</a></li>
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<li class="chapter" data-level="9" data-path="开源项目推荐.html"><a href="开源项目推荐.html"><i class="fa fa-check"></i><b>9</b> 开源项目推荐</a></li>
<li class="chapter" data-level="10" data-path="免费资料下载.html"><a href="免费资料下载.html"><i class="fa fa-check"></i><b>10</b> 免费资料下载</a><ul>
<li class="chapter" data-level="10.1" data-path="免费资料下载.html"><a href="免费资料下载.html#python-2"><i class="fa fa-check"></i><b>10.1</b> Python</a></li>
<li class="chapter" data-level="10.2" data-path="免费资料下载.html"><a href="免费资料下载.html#机器学习-1"><i class="fa fa-check"></i><b>10.2</b> 机器学习</a></li>
<li class="chapter" data-level="10.3" data-path="免费资料下载.html"><a href="免费资料下载.html#深度学习-2"><i class="fa fa-check"></i><b>10.3</b> 深度学习</a></li>
<li class="chapter" data-level="10.4" data-path="免费资料下载.html"><a href="免费资料下载.html#其他-5"><i class="fa fa-check"></i><b>10.4</b> 其他</a></li>
<li class="chapter" data-level="10.5" data-path="免费资料下载.html"><a href="免费资料下载.html#数据集"><i class="fa fa-check"></i><b>10.5</b> 数据集</a></li>
<li class="chapter" data-level="10.6" data-path="免费资料下载.html"><a href="免费资料下载.html#r"><i class="fa fa-check"></i><b>10.6</b> R</a></li>
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<li class="chapter" data-level="11" data-path="机器学习论文.html"><a href="机器学习论文.html"><i class="fa fa-check"></i><b>11</b> 机器学习论文</a><ul>
<li class="chapter" data-level="11.1" data-path="机器学习论文.html"><a href="机器学习论文.html#如何高效读论文"><i class="fa fa-check"></i><b>11.1</b> 如何高效读论文？</a></li>
<li class="chapter" data-level="11.2" data-path="机器学习论文.html"><a href="机器学习论文.html#机器学习ai必读论文"><i class="fa fa-check"></i><b>11.2</b> 机器学习、AI必读论文</a></li>
<li class="chapter" data-level="11.3" data-path="机器学习论文.html"><a href="机器学习论文.html#深度学习必读论文"><i class="fa fa-check"></i><b>11.3</b> 深度学习必读论文</a></li>
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<li class="chapter" data-level="12" data-path="杂谈.html"><a href="杂谈.html"><i class="fa fa-check"></i><b>12</b> 杂谈</a><ul>
<li class="chapter" data-level="12.1" data-path="杂谈.html"><a href="杂谈.html#数学的故事"><i class="fa fa-check"></i><b>12.1</b> 数学的故事</a></li>
<li class="chapter" data-level="12.2" data-path="杂谈.html"><a href="杂谈.html#统计学-1"><i class="fa fa-check"></i><b>12.2</b> 统计学</a></li>
<li class="chapter" data-level="12.3" data-path="杂谈.html"><a href="杂谈.html#大厂技术观察"><i class="fa fa-check"></i><b>12.3</b> 大厂技术观察</a></li>
<li class="chapter" data-level="12.4" data-path="杂谈.html"><a href="杂谈.html#程序人生"><i class="fa fa-check"></i><b>12.4</b> 程序人生</a></li>
<li class="chapter" data-level="12.5" data-path="杂谈.html"><a href="杂谈.html#效率工具"><i class="fa fa-check"></i><b>12.5</b> 效率工具</a></li>
<li class="chapter" data-level="12.6" data-path="杂谈.html"><a href="杂谈.html#其他-6"><i class="fa fa-check"></i><b>12.6</b> 其他</a></li>
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<li class="chapter" data-level="13" data-path="联系作者.html"><a href="联系作者.html"><i class="fa fa-check"></i><b>13</b> 联系作者</a></li>
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